{"id":13869992,"url":"https://github.com/eigenfoo/littlemcmc","last_synced_at":"2025-04-14T12:42:46.455Z","repository":{"id":52643500,"uuid":"226693002","full_name":"eigenfoo/littlemcmc","owner":"eigenfoo","description":"A lightweight and performant implementation of HMC and NUTS in Python, spun out of the PyMC project.","archived":false,"fork":false,"pushed_at":"2024-07-25T11:02:00.000Z","size":748,"stargazers_count":53,"open_issues_count":10,"forks_count":10,"subscribers_count":3,"default_branch":"master","last_synced_at":"2025-03-28T01:53:29.046Z","etag":null,"topics":["hmc","markov-chain-monte-carlo","mcmc","nuts","python"],"latest_commit_sha":null,"homepage":"https://littlemcmc.readthedocs.io","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"apache-2.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/eigenfoo.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":"CONTRIBUTING.md","funding":null,"license":"LICENSE.pymc3.txt","code_of_conduct":"CODE_OF_CONDUCT.md","threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2019-12-08T15:59:23.000Z","updated_at":"2025-01-04T20:36:42.000Z","dependencies_parsed_at":"2024-10-26T21:20:27.460Z","dependency_job_id":"a78a2f75-d381-4180-8a12-430e50c22e8f","html_url":"https://github.com/eigenfoo/littlemcmc","commit_stats":{"total_commits":109,"total_committers":1,"mean_commits":109.0,"dds":0.0,"last_synced_commit":"2b5dd87972ce13b6d2898ced9b748cc9ce2643b6"},"previous_names":[],"tags_count":5,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/eigenfoo%2Flittlemcmc","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/eigenfoo%2Flittlemcmc/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/eigenfoo%2Flittlemcmc/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/eigenfoo%2Flittlemcmc/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/eigenfoo","download_url":"https://codeload.github.com/eigenfoo/littlemcmc/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":248883212,"owners_count":21177178,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["hmc","markov-chain-monte-carlo","mcmc","nuts","python"],"created_at":"2024-08-05T20:01:24.539Z","updated_at":"2025-04-14T12:42:46.421Z","avatar_url":"https://github.com/eigenfoo.png","language":"Python","readme":"\u003cp align=\"center\"\u003e\u003cimg src=\"docs/_static/logo/default-cropped.png\"\u003e\u003c/p\u003e\n\n\u003e *Warning:* `littlemcmc`'s behavior is unstable in Jupyter notebooks - for best\n\u003e results and support, please use `littlemcmc` in Python scripts. Furthermore,\n\u003e despite best efforts, `littlemcmc` is not guaranteed to be up-to-date with the\n\u003e [current PyMC3 HMC/NUTS\n\u003e samplers](https://github.com/pymc-devs/pymc3/tree/master/pymc3/step_methods/hmc) -\n\u003e please consult [our GitHub\n\u003e issues](https://github.com/eigenfoo/littlemcmc/issues).\n\n---\n\n![Tests Status](https://github.com/eigenfoo/littlemcmc/workflows/tests/badge.svg)\n![Lint Status](https://github.com/eigenfoo/littlemcmc/workflows/lint/badge.svg)\n![Up to date with PyMC3 Status](https://github.com/eigenfoo/littlemcmc/workflows/even-with-pymc3/badge.svg)\n[![Coverage Status](https://codecov.io/gh/eigenfoo/littlemcmc/branch/master/graph/badge.svg)](https://codecov.io/gh/eigenfoo/littlemcmc)\n[![Documentation Status](https://readthedocs.org/projects/littlemcmc/badge/?version=latest)](https://littlemcmc.readthedocs.io/en/latest/?badge=latest)\n[![License](https://img.shields.io/github/license/eigenfoo/littlemcmc)](https://github.com/eigenfoo/littlemcmc/blob/master/LICENSE.littlemcmc.txt)\n[![DOI](https://zenodo.org/badge/DOI/10.5281/zenodo.4710368.svg)](https://doi.org/10.5281/zenodo.4710368)\n\n\u003e littlemcmc \u0026nbsp; \u0026nbsp; /lɪtəl ɛm si ɛm si/ \u0026nbsp; \u0026nbsp; _noun_\n\u003e\n\u003e A lightweight and performant implementation of HMC and NUTS in Python, spun\n\u003e out of [the PyMC project](https://github.com/pymc-devs). Not to be confused\n\u003e with [minimc](https://github.com/ColCarroll/minimc).\n\n## Installation\n\nThe latest release of LittleMCMC can be installed from PyPI using `pip`:\n\n```bash\npip install littlemcmc\n```\n\nThe current development branch of LittleMCMC can be installed directly from\nGitHub, also using `pip`:\n\n```bash\npip install git+https://github.com/eigenfoo/littlemcmc.git\n```\n\n## Contributors\n\nLittleMCMC is developed by [George Ho](https://eigenfoo.xyz/). For a full list\nof contributors, please see the [GitHub contributor\ngraph](https://github.com/eigenfoo/littlemcmc/graphs/contributors).\n\n## License\n\nLittleMCMC is modified from [the PyMC3 and PyMC4\nprojects](https://github.com/pymc-devs/), both of which are distributed under\nthe Apache-2.0 license. A copy of both projects' license files are distributed\nwith LittleMCMC. All modifications from PyMC are distributed under [an identical\nApache-2.0 license](https://github.com/eigenfoo/littlemcmc/blob/master/LICENSE).\n\n## Citation\n\nPlease cite using the [Zenodo DOI](https://doi.org/10.5281/zenodo.4710367).\n","funding_links":[],"categories":["Python"],"sub_categories":[],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Feigenfoo%2Flittlemcmc","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Feigenfoo%2Flittlemcmc","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Feigenfoo%2Flittlemcmc/lists"}